Topic Models

A topic model is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. Topic modeling is a frequently used text-mining tool for the discovery of hidden semantic structures in a text body.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 281–290 of 881 papers

Title	Date	Tasks	Status
Autodetection and Classification of Hidden Cultural City Districts from Yelp Reviews	Jan 12, 2015	ClusteringGeneral Classification	—Unverified
A Novel Document Generation Process for Topic Detection based on Hierarchical Latent Tree Models	Dec 12, 2017	Topic Models	—Unverified
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews	May 1, 2014	Dependency ParsingGeneral Classification	—Unverified
Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words	Nov 1, 2016	Dimensionality ReductionDocument Classification	—Unverified
Authorship Attribution with Topic Models	Jun 1, 2014	Authorship AttributionTopic Models	—Unverified
Discriminative Relational Topic Models	Oct 9, 2013	Bayesian InferenceData Augmentation	—Unverified
Discriminative Neural Topic Models	Jan 24, 2017	GPUTopic Models	—Unverified
Authorship Attribution with Author-aware Topic Models	Jul 1, 2012	AttributeAuthorship Attribution	—Unverified
A Network Framework for Noisy Label Aggregation in Social Media	Jul 1, 2017	Cultural Vocal Bursts Intensity PredictionImage Classification	—Unverified
Aggregating Continuous Word Embeddings for Information Retrieval	Aug 1, 2013	Information RetrievalRetrieval	—Unverified

Show:10 25 50

← PrevPage 29 of 89Next →

All datasets 20NewsGroups AG News 20 Newsgroups Arxiv HEP-TH citation graph AgNews NYT

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.69	—	Unverified
2	GSM	C_v	0.55	—	Unverified
3	vNVDM	C_v	0.52	—	Unverified
4	ETM	C_v	0.51	—	Unverified
5	NSTM	C_v	0.38	—	Unverified
6	ProdLDA	C_v	0.35	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.49	—	Unverified
2	vNVDM	C_v	0.44	—	Unverified
3	GSM	C_v	0.41	—	Unverified
4	ETM	C_v	0.41	—	Unverified
5	NSTM	C_v	0.37	—	Unverified
6	ProdLDA	C_v	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NVDM	Test perplexity	836	—	Unverified
2	Bayesian SMM	Test perplexity	515	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JoSH	MACC	83.24	—	Unverified
2	TopicEq	Topic Coherence@50	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JoSH	MACC	90.91	—	Unverified